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Liu D, Zheng J, Zhang Q, Zhang L, Gao F. A combined autofluorescence and diffuse reflectance spectroscopy for mucosa tissue diagnosis: Dual-distance system and data-driven decision. JOURNAL OF BIOPHOTONICS 2023; 16:e202300086. [PMID: 37368456 DOI: 10.1002/jbio.202300086] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/13/2023] [Revised: 05/10/2023] [Accepted: 06/23/2023] [Indexed: 06/28/2023]
Abstract
Combined autofluorescence (AF) and diffuse reflectance (DR) spectroscopies have been expected to offer enhanced diagnostic accuracies for noninvasive early detection of mucosa lesions, that is, oral cavity carcinoma and cervical carcinoma. This work reports on a hybrid AF and DR spectroscopic system that is developed for quantification and diagnosis of mucosa abnormalities. The system stability and reliability are firstly assessed by phantom experiments, showing a measurement variation lower than 1% within 20 min. In vitro and in vivo validations are then conducted for tissue identification and lesion differentiation. For enhanced decision, a data-driven diagnosis algorithm is explored in pilot under different experimental configurations. The results conclude a promising accuracy of >96% for the in vivo classification as well as an excellent sensitivity of >88% for the in vitro mucosa lesions detection, and demonstrate sound potential of the system in early detection of mucosa lesions.
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Affiliation(s)
- Dongyuan Liu
- College of Precision Instruments and Optoelectronics Engineering, Tianjin University, Tianjin, China
- Tianjin Key laboratory of Biomedical Detecting Techniques and Instruments, Tianjin, China
| | - Jie Zheng
- College of Precision Instruments and Optoelectronics Engineering, Tianjin University, Tianjin, China
| | - Qi Zhang
- College of Precision Instruments and Optoelectronics Engineering, Tianjin University, Tianjin, China
| | - Limin Zhang
- College of Precision Instruments and Optoelectronics Engineering, Tianjin University, Tianjin, China
| | - Feng Gao
- College of Precision Instruments and Optoelectronics Engineering, Tianjin University, Tianjin, China
- Tianjin Key laboratory of Biomedical Detecting Techniques and Instruments, Tianjin, China
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2
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Shukla S, Vishwakarma C, Sah AN, Ahirwar S, Pandey K, Pradhan A. Smartphone-based fluorescence spectroscopic device for cervical precancer diagnosis: a random forest classification of in vitro data. APPLIED OPTICS 2023; 62:6826-6834. [PMID: 37706817 DOI: 10.1364/ao.496543] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/26/2023] [Accepted: 08/11/2023] [Indexed: 09/15/2023]
Abstract
Cervical cancer can be treated and cured if diagnosed at an early stage. Optical devices, developed on smartphone-based platforms, are being tested for this purpose as they are cost-effective, robust, and field portable, showing good efficiency compared to the existing commercial devices. This study reports on the applicability of a 3D printed smartphone-based spectroscopic device (3D-SSD) for the early diagnosis of cervical cancer. The proposed device has the ability to evaluate intrinsic fluorescence (IF) from the collected polarized fluorescence (PF) and elastic-scattering (ES) spectra from cervical tissue samples of different grades. IF spectra of 30 cervical tissue samples have been analyzed and classified using a combination of principal component analysis (PCA) and random forest (RF)-based multi-class classification algorithm with an overall accuracy above 90%. The usage of smartphone for image collection, spectral data analysis, and display makes this device a potential contender for use in clinics as a regular screening tool.
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3
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Ma Y, Liang F, Zhu M, Chen C, Chen C, Lv X. FT-IR combined with PSO-CNN algorithm for rapid screening of cervical tumors. Photodiagnosis Photodyn Ther 2022; 39:103023. [PMID: 35868522 DOI: 10.1016/j.pdpdt.2022.103023] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/25/2022] [Revised: 07/11/2022] [Accepted: 07/18/2022] [Indexed: 01/11/2023]
Abstract
Cervical cancer is the most common gynecological malignancy with a slow onset. Early and accurate identification of the stage of cervical cancer patients can greatly improve the cure rate. In this study, serum sample data were collected from patients with cervical cancer, CIN (cervical intraepithelial neoplasia) I, CIN II, CIN III and hysteromyoma using FT-IR technology. PSO-CNN model for early screening of cervical cancer was designed using a particle swarm algorithm to automatically build a CNN structure with variable number of layers and variable layer class parameters. The experimental results showed that PSO-CNN was the best compared with the classical Lenet, AlexNet, VGG16 and GoogLeNet deep learning models, and the accuracy of PSO-CNN in discriminating five types of samples can reach 87.2%. This study showed that FT-IR technology combined with PSO-CNN model had great potential for non-invasive, rapid and accurate identification of patients with cervical cancer, and can provide a reference for intelligent diagnosis of other diseases.
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Affiliation(s)
- Yuhua Ma
- Department of Oncology, Shanghai East Hospital, Tongji University School of Medicine, Shanghai 200120, China; Department of Pathology, Karamay central Hosptial of XinJiang Karamay, Karamay, Xinjiang Uygur Autonomous Region 834000, China
| | - Fei Liang
- Department of Pathology, Karamay central Hosptial of XinJiang Karamay, Karamay, Xinjiang Uygur Autonomous Region 834000, China
| | - Min Zhu
- College of Software, Xinjiang University, No. 448, Northwest Road, Shayibake District, Urumqi, Xinjiang 830046, China.
| | - Cheng Chen
- College of Software, Xinjiang University, No. 448, Northwest Road, Shayibake District, Urumqi, Xinjiang 830046, China.
| | - Chen Chen
- College of Information Science and Engineering, Xinjiang University, Urumqi 830046, China; Xinjiang Cloud Computing Application Laboratory, Karamay 834099, China
| | - Xiaoyi Lv
- College of Software, Xinjiang University, No. 448, Northwest Road, Shayibake District, Urumqi, Xinjiang 830046, China
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Ho D, Drake TK, Smith-McCune KK, Darragh TM, Hwang LY, Wax A. Feasibility of clinical detection of cervical dysplasia using angle-resolved low coherence interferometry measurements of depth-resolved nuclear morphology. Int J Cancer 2017; 140:1447-1456. [PMID: 27883177 DOI: 10.1002/ijc.30539] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/02/2016] [Accepted: 11/14/2016] [Indexed: 01/04/2023]
Abstract
This study sought to establish the feasibility of using in situ depth-resolved nuclear morphology measurements for detection of cervical dysplasia. Forty enrolled patients received routine cervical colposcopy with angle-resolved low coherence interferometry (a/LCI) measurements of nuclear morphology. a/LCI scans from 63 tissue sites were compared to histopathological analysis of co-registered biopsy specimens which were classified as benign, low-grade squamous intraepithelial lesion (LSIL), or high-grade squamous intraepithelial lesion (HSIL). Results were dichotomized as dysplastic (LSIL/HSIL) versus non-dysplastic and HSIL versus LSIL/benign to determine both accuracy and potential clinical utility of a/LCI nuclear morphology measurements. Analysis of a/LCI data was conducted using both traditional Mie theory based processing and a new hybrid algorithm that provides improved processing speed to ascertain the feasibility of real-time measurements. Analysis of depth-resolved nuclear morphology data revealed a/LCI was able to detect a significant increase in the nuclear diameter at the depth bin containing the basal layer of the epithelium for dysplastic versus non-dysplastic and HSIL versus LSIL/Benign biopsy sites (both p < 0.001). Both processing techniques resulted in high sensitivity and specificity (>0.80) in identifying dysplastic biopsies and HSIL. The hybrid algorithm demonstrated a threefold decrease in processing time at a slight cost in classification accuracy. The results demonstrate the feasibility of using a/LCI as an adjunctive clinical tool for detecting cervical dysplasia and guiding the identification of optimal biopsy sites. The faster speed from the hybrid algorithm offers a promising approach for real-time clinical analysis.
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Affiliation(s)
- Derek Ho
- Department of Biomedical Engineering, Duke University, Durham, NC
| | - Tyler K Drake
- Department of Biomedical Engineering, Duke University, Durham, NC
| | - Karen K Smith-McCune
- Department of Obstetrics, Gynecology and Reproductive Sciences, University of California, San Francisco, San Francisco, CA
| | - Teresa M Darragh
- Department of Pathology, University of California, San Francisco, San Francisco, CA
| | - Loris Y Hwang
- Department of Pediatrics, Division of Adolescent Medicine, University of California, San Francisco, San Francisco, CA
| | - Adam Wax
- Department of Biomedical Engineering, Duke University, Durham, NC
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Shaikh R, Prabitha VG, Dora TK, Chopra S, Maheshwari A, Deodhar K, Rekhi B, Sukumar N, Krishna CM, Subhash N. A comparative evaluation of diffuse reflectance and Raman spectroscopy in the detection of cervical cancer. JOURNAL OF BIOPHOTONICS 2017; 10:242-252. [PMID: 26929106 DOI: 10.1002/jbio.201500248] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/18/2015] [Revised: 01/13/2016] [Accepted: 01/25/2016] [Indexed: 05/09/2023]
Abstract
Optical spectroscopic techniques show improved diagnostic accuracy for non-invasive detection of cervical cancers. In this study, sensitivity and specificity of two in vivo modalities, i.e diffuse reflectance spectroscopy (DRS) and Raman spectroscopy (RS), were compared by utilizing spectra recorded from the same sites (67 tumor (T), 22 normal cervix (C), and 57 normal vagina (V)). Data was analysed using principal component - linear discriminant analysis (PC-LDA), and validated using leave-one-out-cross-validation (LOOCV). Sensitivity, specificity, positive predictive value and negative predictive value for classification between normal (N) and tumor (T) sites were 91%, 96%, 95% and 93%, respectively for RS and 85%, 95%, 93% and 88%, respectively for DRS. Even though DRS revealed slightly lower diagnostic accuracies, owing to its lower cost and portability, it was found to be more suited for cervical cancer screening in low resource settings. On the other hand, RS based devices could be ideal for screening patients with centralised facilities in developing countries.
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Affiliation(s)
- Rubina Shaikh
- Chilakapati Laboratory, ACTREC, Kharghar, Navi Mumbai, 410210, India
| | - Vasumathi G Prabitha
- Biophotonics Laboratory, National Centre for Earth Science Studies, Akkulam, Thiruvananthapuram, 695 031, Kerala, India
| | - Tapas Kumar Dora
- Tata Memorial Center, Radiation Oncology, ACTREC, Kharghar, Navi Mumbai, 410210, India
| | - Supriya Chopra
- Tata Memorial Center, Radiation Oncology, ACTREC, Kharghar, Navi Mumbai, 410210, India
| | - Amita Maheshwari
- Tata Memorial Hospital, Gynecology Oncology, Parel, Mumbai, 400012, India
| | - Kedar Deodhar
- Tata Memorial Hospital, Surgical Pathology, Cytopathology, Parel, Mumbai, 400012, India
| | - Bharat Rekhi
- Tata Memorial Hospital, Surgical Pathology, Cytopathology, Parel, Mumbai, 400012, India
| | - Nita Sukumar
- Biophotonics Laboratory, National Centre for Earth Science Studies, Akkulam, Thiruvananthapuram, 695 031, Kerala, India
| | - C Murali Krishna
- Chilakapati Laboratory, ACTREC, Kharghar, Navi Mumbai, 410210, India
| | - Narayanan Subhash
- Sascan Meditech Pvt Ltd, Centre for Innovation in Medical Electronics, BMS College of Engineering, Basavanagudi, Bangalore, 560019, India
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Eitan R, Krissi H, Peled Y, Braslavsky D, Binyamin L, Peretz-Davidi Y, Seadia O, Landesman I. The Use of a Novel Optical Algorithm in the Diagnosis of Cervical Pre-Invasive Pathology - A Preliminary Proof of Principal Study. Gynecol Obstet Invest 2016; 81:523-528. [PMID: 26960003 DOI: 10.1159/000444584] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/23/2015] [Accepted: 02/05/2016] [Indexed: 11/19/2022]
Abstract
OBJECTIVE To develop a novel optical probe monitoring cervical tissues in real-time and to compare the new imaging technique to actual cervical pathologic findings on resected cone biopsy specimens. METHODS A loop electro-excisional procedure was performed on 15 women with a biopsy diagnosis of dysplasia. The conization specimen was then assessed with the novel optical system and results recorded. The 'normal' and 'abnormal' areas were tested by the optical setup at several points. Extracted parameters were used as the input of the classifier function of a logistic regression algorithm model to assess for system accuracy vs. clinical examination. RESULTS Ninety-seven samples were taken - forty-five samples from 'abnormal zones' and 42 samples from 'normal zones', as defined by the surgeon. The pathologist diagnosed 58 samples as dysplastic and 39 samples as normal. The novel optical method predicted 58 sample points as abnormal and 39 points as normal. The sensitivity of the system was 90% with a specificity of 77%. The probability of correct differentiation of dysplastic cervical tissue from normal cervical tissue was 85%. CONCLUSIONS The optical probe and the algorithms of image processing in combination with the logistic regression algorithm correlated well with pathology results for cervical dysplasia ex-vivo.
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Affiliation(s)
- Ram Eitan
- Gynecologic Oncology Division, Rabin Medical Center, Beilinson Hospital, Petach Tikva, Israel
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Prabitha VG, Suchetha S, Jayanthi JL, Baiju KV, Rema P, Anuraj K, Mathews A, Sebastian P, Subhash N. Detection of cervical lesions by multivariate analysis of diffuse reflectance spectra: a clinical study. Lasers Med Sci 2015; 31:67-75. [PMID: 26521184 DOI: 10.1007/s10103-015-1829-z] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/21/2014] [Accepted: 10/21/2015] [Indexed: 11/28/2022]
Abstract
Diffuse reflectance (DR) spectroscopy is a non-invasive, real-time, and cost-effective tool for early detection of malignant changes in squamous epithelial tissues. The present study aims to evaluate the diagnostic power of diffuse reflectance spectroscopy for non-invasive discrimination of cervical lesions in vivo. A clinical trial was carried out on 48 sites in 34 patients by recording DR spectra using a point-monitoring device with white light illumination. The acquired data were analyzed and classified using multivariate statistical analysis based on principal component analysis (PCA) and linear discriminant analysis (LDA). Diagnostic accuracies were validated using random number generators. The receiver operating characteristic (ROC) curves were plotted for evaluating the discriminating power of the proposed statistical technique. An algorithm was developed and used to classify non-diseased (normal) from diseased sites (abnormal) with a sensitivity of 72 % and specificity of 87 %. While low-grade squamous intraepithelial lesion (LSIL) could be discriminated from normal with a sensitivity of 56 % and specificity of 80 %, and high-grade squamous intraepithelial lesion (HSIL) from normal with a sensitivity of 89 % and specificity of 97 %, LSIL could be discriminated from HSIL with 100 % sensitivity and specificity. The areas under the ROC curves were 0.993 (95 % confidence interval (CI) 0.0 to 1) and 1 (95 % CI 1) for the discrimination of HSIL from normal and HSIL from LSIL, respectively. The results of the study show that DR spectroscopy could be used along with multivariate analytical techniques as a non-invasive technique to monitor cervical disease status in real time.
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Affiliation(s)
- Vasumathi Gopala Prabitha
- Biophotonics Laboratory, Centre for Earth Science Studies, Akkulam, Thiruvananthapuram, 695 031, Kerala, India
| | - Sambasivan Suchetha
- Regional Cancer Centre, Medical College P.O., Thiruvananthapuram, 695 011, Kerala, India
| | | | | | - Prabhakaran Rema
- Regional Cancer Centre, Medical College P.O., Thiruvananthapuram, 695 011, Kerala, India
| | - Koyippurath Anuraj
- Biophotonics Laboratory, Centre for Earth Science Studies, Akkulam, Thiruvananthapuram, 695 031, Kerala, India
| | - Anita Mathews
- Regional Cancer Centre, Medical College P.O., Thiruvananthapuram, 695 011, Kerala, India
| | - Paul Sebastian
- Regional Cancer Centre, Medical College P.O., Thiruvananthapuram, 695 011, Kerala, India
| | - Narayanan Subhash
- Biophotonics Laboratory, Centre for Earth Science Studies, Akkulam, Thiruvananthapuram, 695 031, Kerala, India. .,Sascan Meditech Pvt Ltd., CIME, BMS College of Engineering, Basavanagudi, Bull Temple Road, Bangalore, 560019, India.
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8
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Wang C, Zheng W, Bu Y, Chang S, Zhang S, Xu RX. Multi-scale hyperspectral imaging of cervical neoplasia. Arch Gynecol Obstet 2015; 293:1309-17. [PMID: 26446578 DOI: 10.1007/s00404-015-3906-8] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/04/2015] [Accepted: 09/25/2015] [Indexed: 01/13/2023]
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Spliethoff JW, Evers DJ, Jaspers JE, Hendriks BHW, Rottenberg S, Ruers TJM. Monitoring of tumor response to Cisplatin using optical spectroscopy. Transl Oncol 2014; 7:230-9. [PMID: 24726234 PMCID: PMC4101345 DOI: 10.1016/j.tranon.2014.02.009] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/30/2013] [Revised: 12/07/2013] [Accepted: 01/02/2014] [Indexed: 12/20/2022] Open
Abstract
INTRODUCTION Anatomic imaging alone is often inadequate for tuning systemic treatment for individual tumor response. Optically based techniques could potentially contribute to fast and objective response monitoring in personalized cancer therapy. In the present study, we evaluated the feasibility of dual-modality diffuse reflectance spectroscopy-autofluorescence spectroscopy (DRS-AFS) to monitor the effects of systemic treatment in a mouse model for hereditary breast cancer. METHODS Brca1(-/-); p53(-/-) mammary tumors were grown in 36 mice, half of which were treated with a single dose of cisplatin. Changes in the tumor physiology and morphology were measured for a period of 1 week using dual-modality DRS-AFS. Liver and muscle tissues were also measured to distinguish tumor-specific alterations from systemic changes. Model-based analyses were used to derive different optical parameters like the scattering and absorption coefficients, as well as sources of intrinsic fluorescence. Histopathologic analysis was performed for cross-validation with trends in optically based parameters. RESULTS Treated tumors showed a significant decrease in Mie-scattering slope and Mie-to-total scattering fraction and an increase in both fat volume fraction and tissue oxygenation after 2 days of follow-up. Additionally, significant tumor-specific changes in the fluorescence spectra were seen. These longitudinal trends were consistent with changes observed in the histopathologic analysis, such as vital tumor content and formation of fibrosis. CONCLUSIONS This study demonstrates that dual-modality DRS-AFS provides quantitative functional information that corresponds well with the degree of pathologic response. DRS-AFS, in conjunction with other imaging modalities, could be used to optimize systemic cancer treatment on the basis of early individual tumor response.
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Affiliation(s)
- Jarich W Spliethoff
- Department of Surgery, The Netherlands Cancer Institute, Amsterdam, The Netherlands.
| | - Daniel J Evers
- Department of Surgery, The Netherlands Cancer Institute, Amsterdam, The Netherlands
| | - Janneke E Jaspers
- Division of Molecular Biology, The Netherlands Cancer Institute, Amsterdam, The Netherlands
| | - Benno H W Hendriks
- Department of Minimally Invasive Healthcare, Philips Research, Eindhoven, The Netherlands
| | - Sven Rottenberg
- Division of Molecular Biology, The Netherlands Cancer Institute, Amsterdam, The Netherlands
| | - Theo J M Ruers
- Department of Surgery, The Netherlands Cancer Institute, Amsterdam, The Netherlands; MIRA Institute, Technical University Twente, Enschede, The Netherlands
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Abstract
For approximately 30 years colposcopically directed biopsy of the uterine cervix has been the gold standard for the detection of cervical intraepithelial neoplasia (CIN) and cancer following an abnormal Papanikolaou (Pap) smear. Recent technological advancements utilizing properties of fluorescence, reflectance and spectroscopy intrinsic to in vivo tissues, have led to the development of a useful adjunct to improve colposcopic detection of high-grade CIN. The addition of the LUMA (MediSpectra, Inc., MA, USA) cervical imaging system to colposcopy has been shown in two prospective, randomized controlled trials to result in a 25% or greater increase in the true positive biopsy rate of colposcopy for patients with atypical squamous cell or low-grade squamous intraepithelial lesions on Pap smear, with only a 4% increase in the false-positive rate, versus that of colposcopy alone. The US FDA approved this device in March 2006 to be used to enhance the sensitivity of colposcopic examinations of women with abnormal cervical cytology, in an effort to further reduce the incidence of cervical cancer.
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Affiliation(s)
- James E Kendrick
- University of Alabama at Birmingham, Division of Gynecologic Oncology, Department of Obstetrics and Gynecology, Birmingham, AL 35249-7333, USA.
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Multimodal hyperspectroscopy as a triage test for cervical neoplasia: Pivotal clinical trial results. Gynecol Oncol 2013; 130:147-51. [DOI: 10.1016/j.ygyno.2013.04.012] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/29/2013] [Revised: 03/27/2013] [Accepted: 04/09/2013] [Indexed: 11/24/2022]
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Spliethoff JW, Evers DJ, Klomp HM, van Sandick JW, Wouters MW, Nachabe R, Lucassen GW, Hendriks BH, Wesseling J, Ruers TJ. Improved identification of peripheral lung tumors by using diffuse reflectance and fluorescence spectroscopy. Lung Cancer 2013; 80:165-71. [DOI: 10.1016/j.lungcan.2013.01.016] [Citation(s) in RCA: 40] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/07/2012] [Revised: 01/14/2013] [Accepted: 01/22/2013] [Indexed: 12/20/2022]
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The use of optical spectroscopy for in vivo detection of cervical pre-cancer. Lasers Med Sci 2013; 29:831-45. [PMID: 23467754 DOI: 10.1007/s10103-013-1288-3] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/11/2012] [Accepted: 02/11/2013] [Indexed: 10/27/2022]
Abstract
In order to investigate the effectiveness of optical spectroscopy for in vivo diagnosis of cervical pre-cancerous conditions, a series of published studies are surveyed. The six optical technologies investigated include fluorescence spectroscopy, reflectance spectroscopy, and their combination using point probe or multispectral imaging approaches. Searching in the well-known databases, the most recent published works were sought out. Various aspects of the studies were evaluated including the details of the technology used, the pathologic threshold for tissue classification and the gold standard, the study population and prevalence of disease in this population, the method of measurement, the number of clinicians involved in the study, the classification and validation algorithms, and the performance in terms of sensitivity, specificity and, when available, the area under the receiver operating characteristic curve. Forty-four studies conducted from 1994 to 2012 were evaluated. The data are gathered in two comprehensive tables, and five illustrations are provided to simplify a comparison between studies from different points of view. There is a broad band of studies from small pilot studies through phase III clinical trials. Among the reviewed articles, only three factors were found to influence the performance of the optical spectroscopy studies. Multispectral approaches show higher specificity than the point probe approaches (p = 0.001). The use of acetic acid before measurement and prevalence of disease among the studied population, also, have an impact on the sensitivity and specificity of the studies (p < 0.05), respectively.
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Wade R, Spackman E, Corbett M, Walker S, Light K, Naik R, Sculpher M, Eastwood A. Adjunctive colposcopy technologies for examination of the uterine cervix--DySIS, LuViva Advanced Cervical Scan and Niris Imaging System: a systematic review and economic evaluation. Health Technol Assess 2013; 17:1-240, v-vi. [PMID: 23449335 PMCID: PMC4781255 DOI: 10.3310/hta17080] [Citation(s) in RCA: 19] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/19/2023] Open
Abstract
BACKGROUND Women in England (aged 25-64 years) are invited for cervical screening every 3-5 years to assess for cervical intraepithelial neoplasia (CIN) or cancer. CIN is a term describing abnormal changes in the cells of the cervix, ranging from CIN1 to CIN3, which is precancerous. Colposcopy is used to visualise the cervix. Three adjunctive colposcopy technologies for examination of the cervix have been included in this assessment: Dynamic Spectral Imaging System (DySIS), the LuViva Advanced Cervical Scan and the Niris Imaging System. OBJECTIVE To determine the clinical effectiveness and cost-effectiveness of adjunctive colposcopy technologies for examination of the uterine cervix for patients referred for colposcopy through the NHS Cervical Screening Programme. DATA SOURCES Sixteen electronic databases [Allied and Complementary Medicine Database (AMED), BIOSIS Previews, Cochrane Database of Systematic Reviews (CDSR), Cochrane Central Register of Controlled Trials (CENTRAL), Cumulative Index to Nursing and Allied Health Literature (CINAHL), Database of Abstracts of Reviews of Effects (DARE), EMBASE, Health Management Information Consortium (HMIC), Health Technology Assessment (HTA) database; Inspec, Inside Conferences, MEDLINE, NHS Economic Evaluation Database (NHS EED), PASCAL, Science Citation Index Expanded (SCIE) and Science Citation Index (SCI) - Conference Proceedings], and two clinical trial registries [ClinicalTrials.gov and Current Controlled Trials (CCT)] were searched to September-October 2011. REVIEW METHODS Studies comparing DySIS, LuViva or Niris with conventional colposcopy were sought; a narrative synthesis was undertaken. A decision-analytic model was developed, which measured outcomes in terms of quality-adjusted life-years (QALYs) and costs were evaluated from the perspective of the NHS and Personal Social Services with a time horizon of 50 years. RESULTS Six studies were included: two studies of DySIS, one study of LuViva and three studies of Niris. The DySIS studies were well reported and had a low risk of bias; they found higher sensitivity with DySIS (both the DySISmap alone and in combination with colposcopy) than colposcopy alone for identifying CIN2+ disease, although specificity was lower with DySIS. The studies of LuViva and Niris were poorly reported and had limitations, which indicated that their results were subject to a high risk of bias; the results of these studies cannot be considered reliable. The base-case cost-effectiveness analysis suggests that both DySIS treatment options are less costly and more effective than colposcopy alone in the overall weighted population; these results were robust to the ranges tested in the sensitivity analysis. DySISmap alone was more costly and more effective in several of the referral groups but the incremental cost-effectiveness ratio (ICER) was never higher than £1687 per QALY. DySIS plus colposcopy was less costly and more effective in all reasons for referral. Only indicative analyses were carried out on Niris and LuViva and no conclusions could be made on their cost-effectiveness. LIMITATIONS The assessment is limited by the available evidence on the new technologies, natural history of the disease area and current treatment patterns. CONCLUSIONS DySIS, particularly in combination with colposcopy, has higher sensitivity than colposcopy alone. There is no reliable evidence on the clinical effectiveness of LuViva and Niris. DySIS plus colposcopy appears to be less costly and more effective than both the DySISmap alone and colposcopy alone; these results were robust to the sensitivity analyses undertaken. Given the lack of reliable evidence on LuViva and Niris, no conclusions on their potential cost-effectiveness can be drawn. There is some uncertainty about how generalisable these findings will be to the population of women referred for colposcopy in the future, owing to the introduction of the human papillomavirus (HPV) triage test and uptake of the HPV vaccine.
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Affiliation(s)
- R Wade
- CRD/CHE Technology Assessment Group, Centre for Reviews and Dissemination, University of York, York, UK
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Denkçeken T, Şimşek T, Erdoğan G, Peştereli E, Karaveli Ş, Özel D, Bilge U, Canpolat M. Elastic Light Single-Scattering Spectroscopy for the Detection of Cervical Precancerous Ex vivo. IEEE Trans Biomed Eng 2013; 60:123-7. [DOI: 10.1109/tbme.2012.2225429] [Citation(s) in RCA: 21] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/07/2022]
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16
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Liu H, Gisquet H, Blondel W, Guillemin F. Bimodal spectroscopy for in vivo characterization of hypertrophic skin tissue : pre-clinical experimentation, data selection and classification. BIOMEDICAL OPTICS EXPRESS 2012; 3:3278-90. [PMID: 23243577 PMCID: PMC3521291 DOI: 10.1364/boe.3.003278] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/29/2012] [Revised: 09/27/2012] [Accepted: 09/28/2012] [Indexed: 05/03/2023]
Abstract
This study aims at investigating the efficiency of bimodal spectroscopy in detection of hypertrophic scar tissue on a preclinical model. Fluorescence and Diffuse Reflectance spectra were collected from 55 scars deliberately created on ears of 20 rabbits, amongst which some received tacrolimus injection to provide non-hypertrophic scar tissue. The spectroscopic data measured on hypertrophic and non-hypertrophic scar tissues were used for developing our classification algorithm. Spectral features were extracted from corrected data and analyzed to classify the scar tissues into hypertrophic or non-hypertrophic. The Algorithm was developed using k-NN classifier and validated by comparing to histological classification result with Leave-One-Out cross validation. Bimodal spectroscopy showed promising results in detecting hypertrophic tissue (sensibility 90.5%, specificity 94.4%). The features used for classification were extracted from the autofluorescence spectra collected at 4 CEFS with excitations at 360, 410, and 420 nm. This indicates the hypertrophic process may involve change in concentration of several fluorophores (collagen, elastin and NADH) excited in this range, or modification in volume of explored tissue layers (epidermis and dermis) due to tissue thickening.
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Affiliation(s)
- H. Liu
- Université de Lorraine 2, avenue de la forêt de Haye, Nancy, 54516,
France
| | - H. Gisquet
- Centre Hospitalier Universitaire de Nancy, 29 Avenue du Maréchal de Lattre
de Tassigny, Nancy, 54000, France
| | - W. Blondel
- Université de Lorraine 2, avenue de la forêt de Haye, Nancy, 54516,
France
| | - F. Guillemin
- Centre Alexis Vautrin, 6 avenue de bourgogne, Vandoeuvre-les-Nancy, 54511,
France
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Walsh AJ, Masters DB, Jansen ED, Welch AJ, Mahadevan-Jansen A. The effect of temperature on the autofluorescence of scattering and non-scattering tissue. Lasers Surg Med 2012; 44:712-8. [PMID: 23037939 DOI: 10.1002/lsm.22080] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 09/04/2012] [Indexed: 11/09/2022]
Abstract
BACKGROUND AND OBJECTIVES With the increasing use of fluorescence in medical applications, a comprehensive understanding of the effect of temperature on tissue autofluorescence is essential. The purpose of this study is to explore the effect of temperature on the fluorescence of porcine cornea and rat skin and determine the relative contributions of irreversible changes in optical properties and in fluorescence yield. STUDY DESIGN/MATERIALS AND METHODS Fluorescence, diffuse reflectance, and temperature measurements were acquired from excised porcine cornea and rat skin over a temperature range of 0-80 °C. A dual excitation system was used with a 337 nm pulsed nitrogen laser for the fluorescence and a white light source for the diffuse reflectance measurements. A thermal camera measured tissue temperature. Optical property changes were inferred from diffuse reflectance measurements. The reversibility of the change in fluorescence was examined by acquiring measurements while the tissue sample cooled from the highest induced temperature to room temperature. RESULTS The fluorescence intensity decreased with increasing tissue temperature. This fluorescence change was reversible when the tissue was heated to a temperature of 45 °C, but irreversible when heated to a temperature of 80 °C. CONCLUSION Auto-fluorescence intensity dependence on temperature appears to be a combination of temperature-induced optical property changes and reduced fluorescence quantum yield due to changes in collagen structure. Temperature-induced changes in measured fluorescence must be taken into consideration in applications where fluorescence is used to diagnose disease or guide therapy.
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Affiliation(s)
- Alex J Walsh
- Department of Biomedical Engineering, Vanderbilt University, Nashville, Tennessee 37235, USA
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18
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Lane P, Follen M, MacAulay C. Has fluorescence spectroscopy come of age? A case series of oral precancers and cancers using white light, fluorescent light at 405 nm, and reflected light at 545 nm using the Trimira Identafi 3000. ACTA ACUST UNITED AC 2012; 9:S25-35. [PMID: 22340638 DOI: 10.1016/j.genm.2011.09.031] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/08/2011] [Accepted: 09/22/2011] [Indexed: 10/14/2022]
Abstract
BACKGROUND Optical spectroscopy devices are being developed and tested for the screening and diagnosis of cancer and precancer in multiple organ sites. The studies reported here used a prototype of a device that uses white light, green-amber light at 545 nm, and violet light at 405 nm. Given that oral neoplasia is rare, the need for a device that increases the sensitivity of comprehensive white light oral screening is evident. Such a device, in the hands of dentists, family practitioners, otorhinolaryngologists, general surgeons, obstetrician gynecologists, and internists, could greatly increase the number of patients who have lesions detected in the precancerous phase. OBJECTIVES The objective of this study was to present a case series of oral precancers and cancers that have been photographed during larger ongoing clinical trials. METHODS Over 300 patients were measured at 2 clinical sites that are comprehensive cancer centers and a faculty practice associated with a major dental school. Each site is conducting independent research on the sensitivity and specificity of several optical technologies for the diagnosis of oral neoplasia. The cases presented in this case series were taken from the larger database of images from the clinical trials using the aforementioned device. Optical spectroscopy was performed and biopsies obtained from all sites measured, representing abnormal and normal areas on comprehensive white light examination and after use of the fluorescence and reflectance spectroscopy device. The gold standard of test accuracy was the histologic report of biopsies read by the study histopathologists at each of the 3 study sites. RESULTS Comprehensive white light examination showed some lesions; however, the addition of a fluorescence image and a selected reflectance wavelength was helpful in identifying other characteristics of the lesions. The addition of the violet light-induced fluorescence excited at 405 nm provided an additional view of both the stromal neovasculature of the lesions and the stromal changes associated with lesion growth that were biologically indicative of stromal breakdown. The addition of 545 nm green-amber light reflectance increased the view of the keratinized image and allowed the abnormal surface vasculature to be more prominent. CONCLUSIONS Optical spectroscopy is a promising technology for the diagnosis of oral neoplasia. The conclusion of several ongoing clinical trials and an eventual randomized Phase III clinical trial will provide definitive findings that sensitivity is or is not increased over comprehensive white light examination.
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Affiliation(s)
- Pierre Lane
- Department of Integrative Oncology, Cancer Imaging Section, The British Columbia Cancer Research Centre, Vancouver, British Columbia, Canada
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19
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Shinn E, Qazi U, Gera S, Brodovsky J, Simpson J, Follen M, Basen-Engquist K, Macaulay C. Physician attitudes toward dissemination of optical spectroscopy devices for cervical cancer control: an industrial-academic collaborative study. ACTA ACUST UNITED AC 2012; 9:S67-77; quiz 77.e1-6. [PMID: 22340642 DOI: 10.1016/j.genm.2011.11.004] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/07/2011] [Accepted: 11/08/2011] [Indexed: 11/16/2022]
Abstract
BACKGROUND Optical spectroscopy has been studied for biologic plausibility, technical efficacy, clinical effectiveness, patient satisfaction, and cost-effectiveness. OBJECTIVE We sought to identify health care provider attitudes or practices that might act as barriers or to the dissemination of this new technology. METHODS Through an academic-industrial partnership, we conducted a series of focus groups to examine physician barriers to optical diagnosis. The study was conducted in 2 stages. First, a pilot group of 10 physicians (8 obstetrician gynecologists and 2 family practitioners) was randomly selected from 8 regions of the United States and each physician was interviewed individually. Physicians were presented with the results of a large trial (N = 980) testing the accuracy of a spectroscopy-based device in the detection of cervical neoplasia. They were also shown a prototype of the device and were given a period of time to ask questions and receive answers regarding the device. They were also asked to provide feedback on a questionnaire that was then revised and presented to 3 larger focus groups (n = 13, 15, and 17 for a total N = 45). The larger focus groups were conducted during national scientific meetings with 20 obstetrician gynecologists and 25 primary care physicians (family practitioners and internists). RESULTS When asked about the dissemination potential of the new cervical screening technology, all study groups tended to rely on established clinical guidelines from their respective professional societies with regard to the screening and diagnosis of cervical cancer. In addition, study participants consistently agreed that real-time spectroscopy would be viewed positively by their patients. Participants were positive about the new technology's potential as an adjunct to colposcopy and agreed that the improved accuracy would result in reduced health care costs (due to decreased biopsies and decreased visits). Although all participants saw the potential of real-time diagnosis, there were many perceived barriers. These barriers included changes in scheduling and work-flow, liability, documentation, ease of use, length of training, device cost, and reimbursement by third-party payers. CONCLUSIONS Barriers exist to the dissemination of optical technologies into physician practice. These will need to be addressed before cervical screening and diagnosis programs can take advantage of spectroscopy-based instruments for cancer control.
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Affiliation(s)
- Eileen Shinn
- Department of Behavioral Science, The University of Texas MD Anderson Cancer Center, Houston, Texas 77030, USA.
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Marcu L. Fluorescence lifetime techniques in medical applications. Ann Biomed Eng 2012; 40:304-31. [PMID: 22273730 PMCID: PMC3368954 DOI: 10.1007/s10439-011-0495-y] [Citation(s) in RCA: 129] [Impact Index Per Article: 10.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/17/2011] [Accepted: 12/17/2011] [Indexed: 12/20/2022]
Abstract
This article presents an overview of time-resolved (lifetime) fluorescence techniques used in biomedical diagnostics. In particular, we review the development of time-resolved fluorescence spectroscopy (TRFS) and fluorescence lifetime imaging (FLIM) instrumentation and associated methodologies which allow in vivo characterization and diagnosis of biological tissues. Emphasis is placed on the translational research potential of these techniques and on evaluating whether intrinsic fluorescence signals provide useful contrast for the diagnosis of human diseases including cancer (gastrointestinal tract, lung, head and neck, and brain), skin and eye diseases, and atherosclerotic cardiovascular disease.
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Affiliation(s)
- Laura Marcu
- Department of Biomedical Engineering, University of California Davis, Davis, CA 95616, USA.
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Jayanthi JL, Subhash N, Stephen M, Philip EK, Beena VT. Comparative evaluation of the diagnostic performance of autofluorescence and diffuse reflectance in oral cancer detection: a clinical study. JOURNAL OF BIOPHOTONICS 2011; 4:696-706. [PMID: 21905236 DOI: 10.1002/jbio.201100037] [Citation(s) in RCA: 24] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/09/2011] [Revised: 07/28/2011] [Accepted: 08/22/2011] [Indexed: 05/31/2023]
Abstract
Autofluorescence (AF) and diffuse reflectance (DR) spectroscopic techniques have shown good diagnostic accuracies for noninvasive detection of oral cavity cancer. In the present study, AF and DR spectra recorded in vivo from the same set of sites in 65 patients were analyzed using Principal component analysis (PCA) and linear discriminant analysis (LDA). The effectiveness of these two techniques was assessed by comparison with gold standard and their discrimination efficiency was determined from the area under the receiver operator characteristic (AUC-ROC) curve. Analysis using a DR technique shows a higher AUC-ROC of 0.991 as against 0.987 for AF spectral data.
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Affiliation(s)
- Jayaraj L Jayanthi
- Biophotonics Laboratory, Centre for Earth Science Studies, Akkulam, Trivandrum, India
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22
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Mirkovic J, Lau C, McGee S, Crum C, Badizadegan K, Feld M, Stier E. Detecting high-grade squamous intraepithelial lesions in the cervix with quantitative spectroscopy and per-patient normalization. BIOMEDICAL OPTICS EXPRESS 2011; 2:2917-25. [PMID: 22025992 PMCID: PMC3191455 DOI: 10.1364/boe.2.002917] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 07/11/2011] [Revised: 09/01/2011] [Accepted: 09/07/2011] [Indexed: 05/31/2023]
Abstract
This study develops a spectroscopic algorithm for detection of cervical high grade squamous intraepithelial lesions (HSILs). We collected reflectance and fluorescence spectra with the quantitative spectroscopy probe to measure nine spectroscopic parameters from 43 patients undergoing standard colposcopy with directed biopsy. We found that there is improved accuracy for distinguishing HSIL from non-HSIL (low grade SIL and normal tissue) when we "normalized" spectroscopy parameters by dividing the values extracted from each clinically determined suspicious site by the corresponding value extracted from a clinically normal squamous site from the same patient. The "normalized" scattering parameter (A) at 700nm, best distinguished HSIL from non-HSIL with sensitivity and specificity of 89% and 79% suggesting that a simple, monochromatic instrument measuring only A may accurately detect HSIL.
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Affiliation(s)
- Jelena Mirkovic
- George R. Harrison Spectroscopy Laboratory, Massachusetts Institute of Technology, 77 Massachusetts Avenue, Cambridge, MA 02179, USA
- Department of Pathology, Brigham and Women’s Hospital, 75 Francis Street, Boston, MA 02115, USA
| | - Condon Lau
- George R. Harrison Spectroscopy Laboratory, Massachusetts Institute of Technology, 77 Massachusetts Avenue, Cambridge, MA 02179, USA
| | - Sasha McGee
- George R. Harrison Spectroscopy Laboratory, Massachusetts Institute of Technology, 77 Massachusetts Avenue, Cambridge, MA 02179, USA
| | - Christopher Crum
- Department of Pathology, Brigham and Women’s Hospital, 75 Francis Street, Boston, MA 02115, USA
| | - Kamran Badizadegan
- Department of Pathology, Massachusetts General Hospital, Boston, MA 02114, USA
| | - Michael Feld
- George R. Harrison Spectroscopy Laboratory, Massachusetts Institute of Technology, 77 Massachusetts Avenue, Cambridge, MA 02179, USA
| | - Elizabeth Stier
- Department of Obstetrics and Gynecology, Boston Medical Center, 85 East Concord Street, Boston, MA 02118, USA
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23
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Recent advances in optical imaging for cervical cancer detection. Arch Gynecol Obstet 2011; 284:1197-208. [PMID: 21800084 DOI: 10.1007/s00404-011-2009-4] [Citation(s) in RCA: 22] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/21/2010] [Accepted: 07/08/2011] [Indexed: 12/26/2022]
Abstract
Cervical cancer is one of the most common and lethal gynecological malignancies in both developing and developed countries, and therefore, there is a considerable interest in early diagnosis and treatment of precancerous lesions. Although the current standard care mainly based on cytology and colposcopy has reduced rates of cervical cancer morbidity and mortality, many lesions are still missed or overcalled and referred for unnecessary biopsies. Optical imaging technologies, spectroscopy approaches and high-resolution imaging methods are anticipated to improve the conventional cervical cancer screening providing in vivo diagnosis with high sensitivity and specificity. Their concept is that morphologic and biochemical properties of the cervical tissue are altered in response to its malignant transformation. In addition, contrast agents that target against specific neoplastic biomarkers can enhance the effectiveness of this new technology. Due to the unprecedented growth of these optical techniques accompanied probably by favorable cost-effectiveness, the primary detection of premalignant lesions may become more accessible in both the developing and the developed countries and can offer see-to-treat workflows and early therapeutic interventions.
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24
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Cantor SB, Yamal JM, Guillaud M, Cox DD, Atkinson EN, Benedet JL, Miller D, Ehlen T, Matisic J, van Niekerk D, Bertrand M, Milbourne A, Rhodes H, Malpica A, Staerkel G, Nader-Eftekhari S, Adler-Storthz K, Scheurer ME, Basen-Engquist K, Shinn E, West LA, Vlastos AT, Tao X, Beck JR, MacAulay C, Follen M. Accuracy of optical spectroscopy for the detection of cervical intraepithelial neoplasia: Testing a device as an adjunct to colposcopy. Int J Cancer 2011; 128:1151-68. [PMID: 20830707 PMCID: PMC3015005 DOI: 10.1002/ijc.25667] [Citation(s) in RCA: 21] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/06/2010] [Accepted: 07/12/2010] [Indexed: 12/11/2022]
Abstract
Testing emerging technologies involves the evaluation of biologic plausibility, technical efficacy, clinical effectiveness, patient satisfaction, and cost-effectiveness. The objective of this study was to select an effective classification algorithm for optical spectroscopy as an adjunct to colposcopy and obtain preliminary estimates of its accuracy for the detection of CIN 2 or worse. We recruited 1,000 patients from screening and prevention clinics and 850 patients from colposcopy clinics at two comprehensive cancer centers and a community hospital. Optical spectroscopy was performed, and 4,864 biopsies were obtained from the sites measured, including abnormal and normal colposcopic areas. The gold standard was the histologic report of biopsies, read 2 to 3 times by histopathologists blinded to the cytologic, histopathologic, and spectroscopic results. We calculated sensitivities, specificities, receiver operating characteristic (ROC) curves, and areas under the ROC curves. We identified a cutpoint for an algorithm based on optical spectroscopy that yielded an estimated sensitivity of 1.00 [95% confidence interval (CI) = 0.92-1.00] and an estimated specificity of 0.71 [95% CI = 0.62-0.79] in a combined screening and diagnostic population. The positive and negative predictive values were 0.58 and 1.00, respectively. The area under the ROC curve was 0.85 (95% CI = 0.81-0.89). The per-patient and per-site performance were similar in the diagnostic and poorer in the screening settings. Like colposcopy, the device performs best in a diagnostic population. Alternative statistical approaches demonstrate that the analysis is robust and that spectroscopy works as well as or slightly better than colposcopy for the detection of CIN 2 to cancer.
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Affiliation(s)
- Scott B. Cantor
- Department of Biostatistics, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Jose-Miguel Yamal
- Division of Biostatistics, The University of Texas School of Public Health, Houston, Texas
| | - Martial Guillaud
- Department of Cancer Imaging, British Columbia Cancer Research Centre, Vancouver, British Columbia, Canada
| | - Dennis D. Cox
- Department of Statistics, Rice University, Houston, Texas
| | - E. Neely Atkinson
- Department of Biostatistics, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - J. L. Benedet
- Department of Cancer Imaging, British Columbia Cancer Research Centre, Vancouver, British Columbia, Canada
| | - Dianne Miller
- Division of Gynecologic Oncology, Department of Obstetrics and Gynecology, University of British Columbia, Vancouver, British Columbia, Canada
| | - Thomas Ehlen
- Division of Gynecologic Oncology, Department of Obstetrics and Gynecology, University of British Columbia, Vancouver, British Columbia, Canada
| | - Jasenka Matisic
- Department of Pathology, University of British Columbia, Vancouver, British Columbia, Canada
| | - Dirk van Niekerk
- Department of Pathology, University of British Columbia, Vancouver, British Columbia, Canada
| | - Monique Bertrand
- Division of Gynecologic Oncology, Department of Obstetrics and Gynecology, University of British Columbia, Vancouver, British Columbia, Canada
| | - Andrea Milbourne
- Department of Gynecologic Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Helen Rhodes
- Department of Gynecologic Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Anais Malpica
- Department of Gynecologic Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas
- Department of Pathology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Gregg Staerkel
- Department of Pathology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Shahla Nader-Eftekhari
- Department of Obstetrics, Gynecology, and Reproductive Sciences, The University of Texas Health Science Center at Houston, Houston, Texas
| | - Karen Adler-Storthz
- The University of Texas Health Science Center at Houston Dental Branch, Houston, Texas
| | - Michael E. Scheurer
- Department of Pediatrics and Dan L. Duncan Cancer Center, Baylor College of Medicine, Houston, Texas
| | - Karen Basen-Engquist
- Department of Behavioral Science, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Eileen Shinn
- Department of Behavioral Science, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Loyd A. West
- Department of Gynecologic Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Anne-Therese Vlastos
- Department of Gynecologic Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Xia Tao
- Department of Gynecologic Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | | | - Calum MacAulay
- Department of Cancer Imaging, British Columbia Cancer Research Centre, Vancouver, British Columbia, Canada
| | - Michele Follen
- Department of Gynecologic Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas
- Department of Obstetrics, Gynecology, and Reproductive Sciences, The University of Texas Health Science Center at Houston, Houston, Texas
- Department of Obstetrics, Gynecology, and Reproductive Sciences, the Lyndon Baines Johnson Hospital, Houston, Texas
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Mallia RJ, Subhash N, Mathews A, Kumar R, Thomas SS, Sebastian P, Madhavan J. Clinical grading of oral mucosa by curve-fitting of corrected autofluorescence using diffuse reflectance spectra. Head Neck 2010; 32:763-79. [PMID: 19827122 DOI: 10.1002/hed.21251] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/23/2022] Open
Abstract
BACKGROUND Laser-induced autofluorescence (LIAF) and diffuse reflectance (DR) were collectively used in this clinical study to improve early oral cancer diagnosis and tissue grading. METHODS LIAF and DR emission from oral mucosa were recorded on a fiber-optic spectrometer by illumination with a 404-nm diode laser and tungsten halogen lamp in 36 healthy volunteers and 40 lesions of 20 patients. RESULTS Absorption dips in LIAF spectra at 545 and 575 nm resulting from changes in oxygenated hemoglobin were corrected using DR spectra of the same site. These corrected spectra were curve-fitted using Gaussian spectral functions to determine constituent emission peaks and their relative contribution. The Gaussian peak intensity and area ratios F500/F635 and F500/F685 were found to be useful indicators of tissue transformation. The diagnostic capability of various ratios in differentiating healthy, hyperplastic, dysplastic, and squamous cell carcinomas (SCCs) were examined using discrimination scatterplots. CONCLUSIONS The LIAF/DR technique, in conjunction with curve-fitting, differentiates different grades of dysplasia and SCC in this clinical trial and proves its potential for early detection of oral cavity cancer and tissue grading.
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Ebenezar J, Aruna P, Ganesan S. Synchronous fluorescence spectroscopy for the detection and characterization of cervical cancers in vitro. Photochem Photobiol 2009; 86:77-86. [PMID: 19845540 DOI: 10.1111/j.1751-1097.2009.00628.x] [Citation(s) in RCA: 28] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
The objective of this study was to assess the diagnostic potential of synchronous fluorescence (SF) spectroscopy (SFS) technique for the detection and characterization of normal and different malignancy stages of moderately differentiated squamous cell carcinoma (MDSCC), poorly differentiated squamous cell carcinoma (PDSCC) cervical tissues. SF spectra were measured from 45 biopsies from 30 patients in vitro. Characteristic, highly resolved peaks and significant spectral differences between normal and MDSCC, PDSCC cervical tissues were obtained. Nine potential ratios were calculated and used as input variables for a discriminant analysis across different groups. The potentiality of the SFS technique was estimated by two discriminant analyses. Discriminant analysis I performed across normal and abnormal (including MDSCC and PDSCC) cervical tissues classified as 100% both original and the cross-validated grouped cases. In discriminant analysis II performed across the three groups, normal, MDSCC and PDSCC, 100% of both original and the cross-validated grouped cases were correctly classified. Using the SFS technique, one can obtain all the key biochemical markers such as tryptophan, collagen, hemoglobin, reduced form of nicotinamide adenine dinucleotide and flavin adenine dinucleotide in a single scan and hence they can be targeted as tumor markers in the detection of normal from abnormal cervical tissues.
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Affiliation(s)
- Jeyasingh Ebenezar
- Division of Medical Physics & Lasers, Department of Physics, Anna University, Chennai, India
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27
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Detection of cervical intraepithelial neoplasias and cancers in cervical tissue by in vivo light scattering. J Low Genit Tract Dis 2009; 13:216-223. [PMID: 20694193 DOI: 10.1097/lgt.0b013e318195d91b] [Citation(s) in RCA: 12] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
Abstract
OBJECTIVE: To examine the utility of in vivo elastic light scattering measurements to identify cervical intraepithelial neoplasias (CIN) 2/3 and cancers in women undergoing colposcopy and to determine the effects of patient characteristics such as menstrual status on the elastic light scattering spectroscopic measurements. MATERIALS AND METHODS: A fiber optic probe was used to measure light transport in the cervical epithelium of patients undergoing colposcopy. Spectroscopic results from 151 patients were compared with histopathology of the measured and biopsied sites. A method of classifying the measured sites into two clinically relevant categories was developed and tested using five-fold cross-validation. RESULTS: Statistically significant effects by age at diagnosis, menopausal status, timing of the menstrual cycle, and oral contraceptive use were identified, and adjustments based upon these measurements were incorporated in the classification algorithm. A sensitivity of 77±5% and a specificity of 62±2% were obtained for separating CIN 2/3 and cancer from other pathologies and normal tissue. CONCLUSIONS: The effects of both menstrual status and age should be taken into account in the algorithm for classifying tissue sites based on elastic light scattering spectroscopy. When this is done, elastic light scattering spectroscopy shows good potential for real-time diagnosis of cervical tissue at colposcopy. Guiding biopsy location is one potential near-term clinical application area, while facilitating "see and treat" protocols is a longer term goal. Improvements in accuracy are essential.
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28
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Mirkovic J, Lau C, McGee S, Yu CC, Nazemi J, Galindo L, Feng V, Darragh T, de Las Morenas A, Crum C, Stier E, Feld M, Badizadegan K. Effect of anatomy on spectroscopic detection of cervical dysplasia. JOURNAL OF BIOMEDICAL OPTICS 2009; 14:044021. [PMID: 19725732 PMCID: PMC2868327 DOI: 10.1117/1.3194142] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/20/2023]
Abstract
It has long been speculated that underlying variations in tissue anatomy affect in vivo spectroscopic measurements. We investigate the effects of cervical anatomy on reflectance and fluorescence spectroscopy to guide the development of a diagnostic algorithm for identifying high-grade squamous intraepithelial lesions (HSILs) free of the confounding effects of anatomy. We use spectroscopy in both contact probe and imaging modes to study patients undergoing either colposcopy or treatment for HSIL. Physical models of light propagation in tissue are used to extract parameters related to tissue morphology and biochemistry. Our results show that the transformation zone, the area in which the vast majority of HSILs are found, is spectroscopically distinct from the adjacent squamous mucosa, and that these anatomical differences can directly influence spectroscopic diagnostic parameters. Specifically, we demonstrate that performance of diagnostic algorithms for identifying HSILs is artificially enhanced when clinically normal squamous sites are included in the statistical analysis of the spectroscopic data. We conclude that underlying differences in tissue anatomy can have a confounding effect on diagnostic spectroscopic parameters and that the common practice of including clinically normal squamous sites in cervical spectroscopy results in artificially improved performance in distinguishing HSILs from clinically suspicious non-HSILs.
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Affiliation(s)
- Jelena Mirkovic
- Massachusetts Institute of Technology, George R. Harrison Spectroscopy Laboratory, 77 Massachusetts Avenue, Cambridge, Massachusetts 02139, USA.
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Mourant JR, Powers TM, Bocklage TJ, Greene HM, Dorin MH, Waxman AG, Zsemlye MM, Smith HO. In vivo light scattering for the detection of cancerous and precancerous lesions of the cervix. APPLIED OPTICS 2009; 48:D26-35. [PMID: 19340117 PMCID: PMC2966344 DOI: 10.1364/ao.48.000d26] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/18/2023]
Abstract
A noninvasive optical diagnostic system for detection of cancerous and precancerous lesions of the cervix was evaluated in vivo. The optical system included a fiber-optic probe designed to measure polarized and unpolarized light transport properties of a small volume of tissue. An algorithm for diagnosing tissue based on the optical measurements was developed that used four optical properties, three of which were related to light scattering properties and the fourth of which was related to hemoglobin concentration. A sensitivity of ~77% and specificities in the mid 60% range were obtained for separating high grade squamous intraepithelial lesions and cancer from other pathologies and normal tissue. The use of different cross-validation methods in algorithm development is analyzed, and the relative difficulties of diagnosing certain pathologies are assessed. Furthermore, the robustness of the optical system for use by different doctors and to changes in fiber-optic probe are also assessed, and potential improvements in the optical system are discussed.
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Affiliation(s)
- Judith R Mourant
- Bioscience Division, Los Alamos National Laboratory, P.O. Box 1663, MS E535, Los Alamos, New Mexico 87545, USA.
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Thekkek N, Richards-Kortum R. Optical imaging for cervical cancer detection: solutions for a continuing global problem. Nat Rev Cancer 2008; 8:725-31. [PMID: 19143057 PMCID: PMC2633464 DOI: 10.1038/nrc2462] [Citation(s) in RCA: 96] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/11/2022]
Abstract
Cervical cancer is the leading cause of cancer death for women in developing countries. Optical technologies can improve the accuracy and availability of cervical cancer screening. For example, battery-powered digital cameras can obtain multi-spectral images of the entire cervix, highlighting suspicious areas, and high-resolution optical technologies can further interrogate such areas, providing in vivo diagnosis with high sensitivity and specificity. In addition, targeted contrast agents can highlight changes in biomarkers of cervical neoplasia. Such advances should provide a much needed global approach to cervical cancer prevention.
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Affiliation(s)
- Nadhi Thekkek
- Department of Bioengineering, Rice University, Houston, Texas 77005, USA
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Mallia R, Thomas SS, Mathews A, Kumar R, Sebastian P, Madhavan J, Subhash N. Oxygenated hemoglobin diffuse reflectance ratio for in vivo detection of oral pre-cancer. JOURNAL OF BIOMEDICAL OPTICS 2008; 13:041306. [PMID: 19021314 DOI: 10.1117/1.2952007] [Citation(s) in RCA: 23] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/24/2023]
Abstract
Diffuse reflectance (DR) spectroscopy is a simple, low-cost, and noninvasive modality with potential for distinguishing oral precancer. Recently, in an ex vivo study, the DR spectral ratio (R545/R575) of oxygenated hemoglobin bands at 545 and 575 nm was used for grading malignancy. This work presents the results of clinical trials conducted in 29 patients to detect oral precancer using this ratio. We use site-specific normal spectra from a group of 36 healthy volunteers for comparison with those of patients. Toward this, in vivo DR spectra from 14 anatomical sites of the oral cavity of healthy volunteers are recorded on a miniature fiber optic spectrometer with white light excitation. The R545/R575 ratio is lowest for healthy tissues and appears to increase with the grade of malignancy. As compared to scatter plots that use the mean DR ratio from all anatomical sites, those using site-specific data show improved sensitivity and specificity for early diagnosis and grading of oral cancer. In the case of buccal mucosa, using scatter plots of R545/R575 ratio, we obtain a sensitivity of 100% and specificity of 86% for discriminating precancer (dysplasia) from hyperplasia, and a sensitivity of 97% and specificity of 86% for discriminating hyperplasia from normal.
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Affiliation(s)
- Rupananda Mallia
- Centre for Earth Science Studies, Biophotonics Laboratory, Trivandrum, India
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Pavlova I, Williams M, El-Naggar A, Richards-Kortum R, Gillenwater A. Understanding the biological basis of autofluorescence imaging for oral cancer detection: high-resolution fluorescence microscopy in viable tissue. Clin Cancer Res 2008; 14:2396-404. [PMID: 18413830 DOI: 10.1158/1078-0432.ccr-07-1609] [Citation(s) in RCA: 145] [Impact Index Per Article: 9.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/27/2022]
Abstract
PURPOSE Autofluorescence imaging is increasingly used to noninvasively identify neoplastic oral cavity lesions. Improving the diagnostic accuracy of these techniques requires a better understanding of the biological basis for optical changes associated with neoplastic transformation in oral tissue. EXPERIMENTAL DESIGN A total of 49 oral biopsies were considered in this study. The autofluorescence patterns of viable normal, benign, and neoplastic oral tissue were imaged using high-resolution confocal fluorescence microscopy. RESULTS The autofluorescence properties of oral tissue vary significantly based on anatomic site and pathologic diagnosis. In normal oral tissue, most of the epithelial autofluorescence originates from the cytoplasm of cells in the basal and intermediate regions, whereas structural fibers are responsible for most of the stromal fluorescence. A strongly fluorescent superficial layer was observed in tissues from the palate and the gingiva, which contrasts with the weakly fluorescent superficial layer found in other oral sites. Upon UV excitation, benign inflammation shows decreased epithelial fluorescence, whereas dysplasia displays increased epithelial fluorescence compared with normal oral tissue. Stromal fluorescence in both benign inflammation and dysplasia drops significantly at UV and 488 nm excitation. CONCLUSION Imaging oral lesions with optical devices/probes that sample mostly stromal fluorescence may result in a similar loss of fluorescence intensity and may fail to distinguish benign from precancerous lesions. Improved diagnostic accuracy may be achieved by designing optical probes/devices that distinguish epithelial fluorescence from stromal fluorescence and by using excitation wavelengths in the UV range.
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Affiliation(s)
- Ina Pavlova
- Department of Biomedical Engineering, The University of Texas at Austin, Austin, TX, USA
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Rodero AB, Silveira Jr. L, Rodero DA, Racanicchi R, Pacheco MTT. Fluorescence Spectroscopy for Diagnostic Differentiation in Uteri’s Cervix Biopsies with Cervical/Vaginal Atypical Cytology. J Fluoresc 2008; 18:979-85. [DOI: 10.1007/s10895-008-0359-5] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/25/2007] [Accepted: 02/27/2008] [Indexed: 11/28/2022]
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Cardenas-Turanzas M, Freeberg JA, Benedet JL, Atkinson EN, Cox DD, Richards-Kortum R, MacAulay C, Follen M, Cantor SB. The clinical effectiveness of optical spectroscopy for the in vivo diagnosis of cervical intraepithelial neoplasia: where are we? Gynecol Oncol 2007; 107:S138-46. [PMID: 17908588 DOI: 10.1016/j.ygyno.2007.08.082] [Citation(s) in RCA: 34] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/24/2007] [Accepted: 08/24/2007] [Indexed: 10/22/2022]
Abstract
OBJECTIVE In this review, we evaluate the diagnostic efficacy of optical spectroscopy technologies (fluorescence and reflectance spectroscopy) for the in vivo diagnosis of cervical neoplasia using both point probe and multispectral imaging approaches. METHODS We searched electronic databases using the following terms: cervical cancer, cervical intraepithelial neoplasia, squamous intraepithelial lesion, and spectroscopy, fluorescence spectroscopy, or reflectance spectroscopy. We included studies that evaluated fluorescence and reflectance spectroscopy devices for in vivo diagnosis, compared those results with biopsy results, and reported on the sensitivity and specificity of the devices tested. RESULTS Twenty-six studies, including seven phase II trials and one randomized clinical trial, met our acceptability criteria. We found several important differences across the studies including device approach (multispectral versus point probe), study population, disease classification system, and disease threshold. This heterogeneity prevented formal combination of sensitivity and specificity results. CONCLUSION Optical spectroscopy has similar performance to colposcopy and may help localize lesions and therefore be an effective adjunct to colposcopy. Reports on the diagnostic accuracy of these devices should use common thresholds for the construction of receiver operating characteristic curves to enable comparisons with standard technologies and facilitate their adoption. Optical spectroscopy has also been identified for possible use as ASCUS triage and primary screening, yet neither has been sufficiently evaluated to warrant a conclusion as to their suitability in this role.
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Affiliation(s)
- Marylou Cardenas-Turanzas
- Department of Biostatistics, The University of Texas M. D. Anderson Cancer Center, 1515 Holcombe Blvd., Unit 447, Houston, TX 77030-4009, USA
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Freeberg JA, Benedet JL, West LA, Atkinson EN, MacAulay C, Follen M. The clinical effectiveness of fluorescence and reflectance spectroscopy for the in vivo diagnosis of cervical neoplasia: An analysis by phase of trial design. Gynecol Oncol 2007; 107:S270-80. [PMID: 17825882 DOI: 10.1016/j.ygyno.2007.07.009] [Citation(s) in RCA: 15] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/06/2007] [Accepted: 07/06/2007] [Indexed: 11/23/2022]
Abstract
OBJECTIVE In this review, we focus on the pilot, Phase I, II, and III clinical trials of fluorescence spectroscopy, reflectance spectroscopy, and their combination for the in vivo diagnosis of cervical neoplasia using both point probe and multi-spectral imaging approaches. Research groups that have progressed from pilot through Phase II/III clinical trials were analyzed. METHODS A formal search was conducted to identify articles which report the performance of fluorescence and reflectance spectroscopy trials which diagnose cervical neoplasia in vivo. This report focuses on the funding source, prevalence of disease in the trials, type of population (screening versus diagnostic), gold standard criterion for diagnosis (histopathology versus colposcopy alone and histopathology), histopathologic classification (World Health Organization (WHO) 8 categories, Bethesda 5 categories, or both (13 categories)), number of clinical trial sites, number of medical investigators, number of histopathology reviews by histopathologists for a consensus diagnosis, use of acetic acid, explicit sample size calculation in the published report, actual sample size in the trial, ages of patients included in the trial, and the phase of the trial design, as they affect performance and plotted as sensitivity and 1-specificity. RESULTS Twenty-six studies were included and their heterogeneity precluded formal meta-analytic combination. While most factors inherent in the review were not significant sources of variability; there were three variables that affected performance, i.e., sample size, age of patients, and phase of trial design. DISCUSSION As with pharmaceutical trials, as the sample size increased, as the heterogeneity of the population increased, as the age of the patients included patients over 50 years old, and as the phase of clinical trial design progressed from pilot through Phase III randomized trial, the performance of all devices decreased.
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Affiliation(s)
- J Adrian Freeberg
- Center for Biomedical Engineering and Department of Gynecologic Oncology, The University of Texas M. D. Anderson Cancer Center, 1515 Holcombe Blvd., Unit 193, Houston, TX 77030-4009, USA
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Lee JS, Follen M, MacAulay C, Pikkula B, Serachitopol D, Price R, Cox D. Sources of variability in fluorescence spectroscopic measurements in a Phase II clinical trial of 850 patients. Gynecol Oncol 2007; 107:S260-9. [PMID: 17825398 DOI: 10.1016/j.ygyno.2007.07.012] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/06/2007] [Accepted: 07/06/2007] [Indexed: 10/22/2022]
Abstract
BACKGROUND Devices using fluorescence spectroscopy to differentiate high grade squamous intraepithelial lesions from normal tissue in the cervix have shown some diagnostic efficacy. Measurements from these devices produce large amounts of complex, multi-factored data. The purpose of this study is to isolate the effects of the particular care providers and equipment operators who are involved in taking measurements. METHODS Data from spectroscopic measurements of the Phase II study of 850 patients with abnormal Papancicolau smears were used. The data were subject to a Principal Components Analysis and to MANOVA to control for variables that are known to affect outcomes. RESULTS The analysis showed significant provider effects from both devices and significant operator effects from one device. CONCLUSION We will repeat a similar analysis on data from a screening trial, on the combined diagnostic and screening study, and on the reflectance data. In the future, we hope to be able to design devices that address provider and operator effects.
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Affiliation(s)
- Jong Soo Lee
- Carnegie Mellon University, Department of Statistics, Pittsburgh, PA 15213, USA
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Freeberg JA, Benedet JL, MacAulay C, West LA, Follen M. The performance of fluorescence and reflectance spectroscopy for the in vivo diagnosis of cervical neoplasia; point probe versus multispectral approaches. Gynecol Oncol 2007; 107:S248-55. [PMID: 17825399 DOI: 10.1016/j.ygyno.2007.07.008] [Citation(s) in RCA: 27] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/06/2007] [Accepted: 07/06/2007] [Indexed: 11/25/2022]
Abstract
OBJECTIVE This review evaluates the diagnostic efficacy of fluorescence spectroscopy, reflectance spectroscopy, and their combination that use both point probe and multispectral imaging approaches in diagnosing cervical neoplasia in vivo. METHODS Articles were selected for this review from a literature search which report the performance of fluorescence and reflectance spectroscopy devices in diagnosing cervical neoplasia in vivo. This analysis focused on the comparison of point probe versus multispectral approaches; the use of fluorescence, reflectance, and their combination; and finally the types of populations that have been studied for in vivo diagnosis of squamous intraepithelial lesions (SIL). RESULTS Twenty-six studies were included and their heterogeneity precluded formal meta-analysis. Though point probes were expected to have greater specificity and multispectral approaches greater sensitivity, there was considerable overlap in the performance of point probe and multispectral devices. There were few studies that studied fluorescence spectroscopy alone and reflectance spectroscopy alone. Combined fluorescence and reflectance approaches showed considerable overlap among point probe and multispectral devices. The overlap of performance suggests that fluorescence and reflectance may have similar performance. Currently the paucity of data precludes definitive conclusions regarding the additive effect of both approaches. Only two of twenty-six trials have recruited patients with no history of an abnormal Papanicolaou smear (screening populations) and twenty-four trials include patients with a range of cervical abnormalities from atypia to cancer (diagnostic populations). DISCUSSION Optical spectroscopy using a point probe and multispectral approaches appears to overlap in performance. Fluorescence and reflectance spectroscopies examine different aspects of epithelial-stromal biology and appear to yield similar diagnostic performance. While intuitively appealing, their combination may or may not be additive. There have been few studies of these technologies in screening populations. Better definitions of device trial design and reporting requirements would facilitate combining analyses to formally examine performance.
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Affiliation(s)
- J Adrian Freeberg
- Center for Biomedical Engineering, Department of Gynecologic Oncology, The University of Texas M.D. Anderson Cancer Center, 1515 Holcombe Blvd., Unit 193, Houston, TX 77030-4009, USA
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Robichaux-Viehoever A, Kanter E, Shappell H, Billheimer D, Jones H, Mahadevan-Jansen A. Characterization of Raman spectra measured in vivo for the detection of cervical dysplasia. APPLIED SPECTROSCOPY 2007; 61:986-93. [PMID: 17910796 DOI: 10.1366/000370207781746053] [Citation(s) in RCA: 51] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/05/2023]
Abstract
Raman spectroscopy has been shown to have the potential for providing differential diagnosis in the cervix with high sensitivity and specificity in previous studies. The research presented here further evaluates the potential of near-infrared Raman spectroscopy to detect cervical dysplasia in a clinical setting. Using a portable system, Raman spectra were collected from the cervix of 79 patients using clinically feasible integration times (5 seconds on most patients). Multiple Raman measurements were taken from colposcopically normal and abnormal areas prior to the excision of tissue. Data were processed to extract Raman spectra from measured signal, which includes fluorescence and noise. The resulting spectra were correlated with the corresponding histopathologic diagnosis to determine empirical differences between different diagnostic categories. Using histology as the gold standard, logistic regression discrimination algorithms were developed to distinguish between normal ectocervix, squamous metaplasia, and high-grade dysplasia using independent training and validation sets of data. An unbiased estimate of the accuracy of the model indicates that Raman spectroscopy can distinguish between high-grade dysplasia and benign tissue with sensitivity of 89% and specificity of 81%, while colposcopy in expert hands was able to discriminate with a sensitivity and specificity of 87% and 72%.
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Affiliation(s)
- Amy Robichaux-Viehoever
- Department of Biomedical Engineering, Station B, Vanderbilt University, Nashville, TN 37235, USA
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Freeberg JA, Serachitopol DM, McKinnon N, Price R, Atkinson EN, Cox DD, MacAulay C, Richards-Kortum R, Follen M, Pikkula B. Fluorescence and reflectance device variability throughout the progression of a phase II clinical trial to detect and screen for cervical neoplasia using a fiber optic probe. JOURNAL OF BIOMEDICAL OPTICS 2007; 12:034015. [PMID: 17614723 DOI: 10.1117/1.2750332] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/16/2023]
Abstract
Large phase II trials of fluorescence and reflectance spectroscopy using a fiber optic probe in the screening and diagnostic settings for detecting cervical neoplasia have been conducted. We present accrual and histopathology data, instrumentation, data processing, and the preliminary results of interdevice consistencies throughout the progression of a trial. Patients were recruited for either a screening trial (no history of abnormal Papanicolaou smears) or a diagnostic trial (a history of abnormal Papanicolaou smears). Colposcopy identified normal and abnormal squamous, columnar, and transformation zone areas that were subsequently measured with the fiber probe and biopsied. In the course of the clinical trial, two generations of spectrometers (FastEEM2 and FastEEM3) were designed and utilized as optical instrumentation for in vivo spectroscopic fluorescence and reflectance measurements. Data processing of fluorescence and reflectance data is explained in detail and a preliminary analysis of the variability across each device and probe combination is explored. One thousand patients were recruited in the screening trial and 850 patients were recruited in the diagnostic trial. Three clinical sites attracted a diverse range of patients of different ages, ethnicities, and menopausal status. The fully processed results clearly show that consistencies exist across all device and probe combinations throughout the diagnostic trial. Based on the stratification of the data, the results also show identifiable differences in mean intensity between normal and high-grade tissue diagnosis, pre- and postmenopausal status, and squamous and columnar tissue type. The mean intensity values of stratified data show consistent separation across each of the device and probe combinations. By analyzing trial spectra, we provide more evidence that biographical variables such as menopausal status as well as tissue type and diagnosis significantly affect the data. Understanding these effects will lead to better modeling parameters when analyzing the performance of fluorescence and reflectance spectroscopy.
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MESH Headings
- Clinical Trials, Phase II as Topic/standards
- Clinical Trials, Phase II as Topic/statistics & numerical data
- Diagnosis, Computer-Assisted/instrumentation
- Diagnosis, Computer-Assisted/methods
- Diagnosis, Computer-Assisted/standards
- Diagnosis, Computer-Assisted/statistics & numerical data
- Equipment Failure Analysis
- Female
- Fiber Optic Technology/instrumentation
- Fiber Optic Technology/statistics & numerical data
- Humans
- Mass Screening/instrumentation
- Mass Screening/standards
- Mass Screening/statistics & numerical data
- Optical Fibers
- Quality Assurance, Health Care/methods
- Quality Assurance, Health Care/standards
- Reference Values
- Reproducibility of Results
- Sensitivity and Specificity
- Spectrometry, Fluorescence/instrumentation
- Spectrometry, Fluorescence/standards
- Spectrometry, Fluorescence/statistics & numerical data
- United States/epidemiology
- Uterine Cervical Neoplasms/diagnosis
- Uterine Cervical Neoplasms/epidemiology
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Affiliation(s)
- J Adrian Freeberg
- The University of Texas, M. D. Anderson Cancer Center, Biomedical Engineering Center, 1515 Holocombe Boulevard, Box 193, Houston, Texas 77030, USA
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Gill EM, Malpica A, Alford RE, Nath AR, Follen M, Richards-Kortum RR, Ramanujam N. Relationship Between Collagen Autofluorescence of the Human Cervix and Menopausal Status. Photochem Photobiol 2007. [DOI: 10.1562/0031-8655(2003)0770653rbcaot2.0.co2] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/19/2022]
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Pavlova I, Sokolov K, Drezek R, Malpica A, Follen M, Richards-Kortum R. Microanatomical and Biochemical Origins of Normal and Precancerous Cervical Autofluorescence Using Laser-scanning Fluorescence Confocal Microscopy ¶. Photochem Photobiol 2007. [DOI: 10.1562/0031-8655(2003)0770550maboon2.0.co2] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/19/2022]
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Mourant JR, Bocklage TJ, Powers TM, Greene HM, Bullock KL, Marr-Lyon LR, Dorin MH, Waxman AG, Zsemlye MM, Smith HO. In vivo light scattering measurements for detection of precancerous conditions of the cervix. Gynecol Oncol 2007; 105:439-45. [PMID: 17303229 DOI: 10.1016/j.ygyno.2007.01.001] [Citation(s) in RCA: 46] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/13/2006] [Revised: 11/21/2006] [Accepted: 01/02/2007] [Indexed: 11/18/2022]
Abstract
OBJECTIVE To examine the utility of in vivo elastic light scattering measurements to diagnose high grade squamous interepithelial lesions (HSIL) of the cervix. METHODS A newly developed fiber optic probe was used to measure light transport in the cervical epithelium of 36 patients undergoing standard colposcopy. Both unpolarized and polarized light transport were measured in the visible and near-infrared. Spectroscopic results of 29 patients were compared with histopathology of the measured sites using ROC curves, MANOVA and logistic regression. RESULTS Three spectroscopic parameters are statistically different for HSIL compared with low-grade lesions and normal tissue. When these three spectroscopic parameters are combined, retrospective sensitivities and specificities for HSIL versus non-HSIL are 100% and 80%, respectively. CONCLUSIONS Reflectance measurements of elastically scattered light show promise as a non-invasive, real-time method to discriminate HSIL from other abnormalities and normal tissue. These results compare favorably with those obtained by fluorescence alone and by fluorescence combined with light scattering.
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Affiliation(s)
- Judith R Mourant
- Bioscience Division, Los Alamos National Laboratory, PO Box 1663, MS E535, Los Alamos, NM 87545, USA.
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Alvarez RD, Wright TC. Effective cervical neoplasia detection with a novel optical detection system: A randomized trial. Gynecol Oncol 2007; 104:281-9. [PMID: 17173959 DOI: 10.1016/j.ygyno.2006.08.056] [Citation(s) in RCA: 72] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/15/2006] [Revised: 08/06/2006] [Accepted: 08/17/2006] [Indexed: 11/16/2022]
Abstract
OBJECTIVE To assess whether the use of a novel optical detection system (ODS) as an adjunct to colposcopy increases the detection of biopsy-confirmed CIN 2,3. METHODS This is a multicenter two-arm randomized trial comparing colposcopy alone with colposcopy plus a pre-commercial ODS system that utilizes fluorescence, white light tissue reflectance, and cervical video imaging. Patients were recruited from 13 colposcopy clinics in a variety of practice settings. 2299 women referred for the evaluation of an abnormal cervical cytology were randomized with stratification by cytology; subsequently 113 women were excluded for a variety of reasons. The main study outcomes were differences in true-positive rates (CIN 2,3 and cancer identified) and false-positive rates between the study arms. RESULTS The true-positive (TP) rates were 14.4% vs. 11.4% (p=0.035, one-sided) for the combined colposcopy and ODS arm compared to colposcopy-only arm, respectively, in women with either an atypical squamous cell (ASC) or low-grade squamous intraepithelial lesion (LSIL) cytology result. TP rates were similar between the two arms among women referred for the evaluation of HSIL. The 26.5% gain in true-positives observed with the use of ODS and colposcopy among women referred for an ASC or LSIL cytology was achieved with only a fractional increase in number of biopsies obtained per patient (0.30) and a modest increase in false-positive rate (4%). In the combined colposcopy and ODS arm among women with ASC or LSIL, the PPV of biopsies indicated by ODS was 15.0% and the PPV of biopsies indicated by colposcopy was 15.2%. Joint hypothesis testing indicates that ODS and colposcopy provides benefit compared to colposcopy alone among women with ASC or LSIL. CONCLUSIONS Combining ODS with colposcopy provides a clinically meaningful increase in the detection of CIN 2,3 in women referred for the evaluation of mildly abnormal cytology results.
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DeSantis T, Chakhtoura N, Twiggs L, Ferris D, Lashgari M, Flowers L, Faupel M, Bambot S, Raab S, Wilkinson E. Spectroscopic Imaging as a Triage Test for Cervical Disease. J Low Genit Tract Dis 2007; 11:18-24. [PMID: 17194946 DOI: 10.1097/01.lgt.0000230207.50495.05] [Citation(s) in RCA: 38] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
Abstract
OBJECTIVE The objective of the study was to evaluate the potential safety and effectiveness of tissue spectroscopy for the diagnosis of cervical cancer in a prospective multicenter study of women scheduled for colposcopy on the basis of an abnormal Pap test or other risk factor. MATERIALS AND METHODS Five hundred seventy-two women underwent spectroscopy of the cervix during their colposcopy visit. Spectroscopy measurements taken over a scan period of 4 minutes and 30 seconds were integrated by a cross-validated pattern recognition model and compared with biopsy results to yield sensitivity and specificity of cervical spectroscopy. RESULTS The median age of subjects enrolled in the study was 27.7 years. The sensitivity of cervical spectroscopy was 95.1% with a corresponding 55.2% specificity for benign lesions. Several potential confounding factors (eg, mucous, blood, patient motion, ambient light) were examined to determine their potential impact on the accuracy of the test. Ambient light seemed to have the greatest effect, but no single factor contributed significantly to the results. The subjects did not experience any adverse events from undergoing the test. CONCLUSIONS Spectroscopy of the cervix has the potential to accurately detect cervical moderate and high-grade dysplasia while also reducing the false-positive rate for benign cervices. The test is relatively simple to implement and was well accepted by subjects enrolled in the study.
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Affiliation(s)
- Timothy DeSantis
- University of Miami, Miami, FL, and St Francis Hospital-University of Connecticut, Hartford, CT, USA
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Arifler D, MacAulay C, Follen M, Richards-Kortum R. Spatially resolved reflectance spectroscopy for diagnosis of cervical precancer: Monte Carlo modeling and comparison to clinical measurements. JOURNAL OF BIOMEDICAL OPTICS 2006; 11:064027. [PMID: 17212550 DOI: 10.1117/1.2398932] [Citation(s) in RCA: 19] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/04/2023]
Abstract
We present Monte Carlo modeling studies to provide a quantitative understanding of contrast observed in spatially resolved reflectance spectra of normal and highly dysplastic cervical tissue. Simulations have been carried out to analyze the sensitivity of spectral measurements to a range of changes in epithelial and stromal optical properties that are reported to occur as dysplasia develops and to predict reflectance spectra of normal and highly dysplastic tissue at six different source-detector separations. Simulation results provide important insights into specific contributions of different optical parameters to the overall spectral response. Predictions from simulations agree well with in vivo measurements from cervical tissue and successfully describe spectral differences observed in reflectance measurements from normal and precancerous tissue sites. Penetration depth statistics of photons detected at the six source-detector separations are also presented to reveal the sampling depth profile of the fiber-optic probe geometry simulated. The modeling studies presented provide a framework to meaningfully interpret optical signals obtained from epithelial tissues and to optimize design of optical sensors for in vivo reflectance measurements for precancer detection. Results from this study can facilitate development of analytical photon propagation models that enable inverse estimation of diagnostically relevant optical parameters from in vivo reflectance measurements.
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Affiliation(s)
- Dizem Arifler
- Eastern Mediterranean University, Department of Physics, Famagusta, Cyprus
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Fawzy YS, Petek M, Tercelj M, Zeng H. In vivo assessment and evaluation of lung tissue morphologic and physiological changes from non-contact endoscopic reflectance spectroscopy for improving lung cancer detection. JOURNAL OF BIOMEDICAL OPTICS 2006; 11:044003. [PMID: 16965160 DOI: 10.1117/1.2337529] [Citation(s) in RCA: 16] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/03/2023]
Abstract
We present a method for lung cancer detection exploiting reflectance spectra measured in vivo during endoscopic imaging of the lung. The measured reflectance spectra were analyzed using a specially developed light-transport model to obtain quantitative information about cancer-related, physiological, and morphologic changes in the superficial bronchial mucosa layers. The light-transport model allowed us to obtain the absorption coefficient (mua) and further to derive the micro-vascular blood volume fraction in tissue and the tissue blood oxygen saturation. The model also allowed us to obtain the scattering coefficient (mus) and the anisotropy coefficient (g) and further to derive the tissue scattering micro-particle volume fraction and size distribution. The specular component of the reflectance signal and the instrument response were accounted for during the analysis. The method was validated using 100 reflectance spectra measured in vivo in a noncontact fashion from 22 lung patients (50 normal tissue/benign lesion sites and 50 malignant lesion sites). The classification between normal tissue/benign lesions and malignant lesions was further investigated using the derived quantitative parameters and discriminant function analysis. The results demonstrated significant differences between the normal tissue/benign lesions and the malignant lesions in terms of tissue blood volume fraction, blood oxygen saturation, tissue scatterer volume fractions, and size distribution. The results also showed that the malignant lung lesions can be differentiated from normal tissue/benign lesions with both diagnostic sensitivity and specificity of better than 80%.
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Affiliation(s)
- Yasser S Fawzy
- Perceptronix Medical Inc., Suite 400, 555 West 8th Avenue, Vancouver, British Columbia V5Z 1C6, Canada.
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Schomacker KT, Meese TM, Jiang C, Abele CC, Dickson K, Sum ST, Flewelling RF. Novel optical detection system for in vivo identification and localization of cervical intraepithelial neoplasia. JOURNAL OF BIOMEDICAL OPTICS 2006; 11:34009. [PMID: 16822059 DOI: 10.1117/1.2208987] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/10/2023]
Abstract
A noncontact optical detection system is developed for the in vivo identification and localization of high-grade cervical intraepithelial neoplasia (CIN 2,3). Diagnostic scans of the entire human cervix are performed following acetic acid application employing three integrated optical measurements: laser-induced fluorescence spectroscopy, white light diffuse reflectance spectroscopy, and video imaging. Full cervical scans comprising 499 interrogation locations at 1-mm spatial resolution are completed in 12 s. Diffuse reflectance and fluorescence spectra with signal-to-noise ratios of better than 100-to-1 are collected between 360 and 720 nm in increments of 1 nm, with an inherent spectral resolution of 8 nm. Glare reduction and optical vignetting are handled with a novel illumination scheme and subsequent spectral arbitration algorithms. The system is designed and found to be well below acceptable safe optical exposure levels. Typical reproducibility across multiple systems is approximately 5%, providing reliable and accurate detection of in vivo cervical neoplasia in normal clinical use.
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Sharwani A, Jerjes W, Salih V, Swinson B, Bigio IJ, El-Maaytah M, Hopper C. Assessment of oral premalignancy using elastic scattering spectroscopy. Oral Oncol 2006; 42:343-9. [PMID: 16321565 DOI: 10.1016/j.oraloncology.2005.08.008] [Citation(s) in RCA: 52] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/09/2005] [Accepted: 08/19/2005] [Indexed: 11/24/2022]
Abstract
Optical spectroscopy systems have been involved in various clinical fields; however the main interest is still in the diagnosis of premalignant/malignant lesions. The aim of this study was to compare findings of Elastic Scattering Spectroscopy (ESS) with histopathology of oral tissues to see if this technique could be used as an adjunct or alternative to histopathology in identifying dysplasia. The technique involves the use of Mie scattering and is a simple non-invasive method of tissue interrogation. Twenty-five oral sites from 25 patients who presented with oral leukoplakia were examined by ESS using a pulsed xenon-arc lamp. Surgical biopsies were acquired from each of the examination sites. The results of the acquired spectra were then compared with histopathology. Two sets of spectra were obtained, and by using a linear discriminant analysis, a sensitivity of 72% and a specificity of 75% were obtained. These results are promising and could suggest that ESS may be able to identify dysplasia in oral tissues. To prove the usefulness of the ESS in dysplasia detection in oral tissues conclusively, a larger body of data is needed. We aim to continue this study to obtain more data in an attempt to increase the accuracy of the technique. Large, multi-centre trails are needed for each anatomical site, in order to gather more information about the differences between normal and dysplastic tissue.
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Affiliation(s)
- A Sharwani
- Oral and Maxillofacial Surgery, Eastman Dental Institute, UCL, London, UK
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Bard MPL, Amelink A, Skurichina M, Noordhoek Hegt V, Duin RPW, Sterenborg HJCM, Hoogsteden HC, Aerts JGJV. Optical Spectroscopy for the Classification of Malignant Lesions of the Bronchial Tree. Chest 2006; 129:995-1001. [PMID: 16608949 DOI: 10.1378/chest.129.4.995] [Citation(s) in RCA: 53] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022] Open
Abstract
Optical spectroscopy may be used for in vivo, noninvasive distinction of malignant from normal tissue. The aim of our study was to analyze the accuracy of various optical spectroscopic techniques for the classification of cancerous lesions of the bronchial tree. We developed a fiberoptic instrument allowing the measurement of autofluorescence spectroscopy (AFS), diffuse reflectance spectroscopy (DRS), and differential path length spectroscopy (DPS) during bronchoscopy. Spectroscopic measurements were obtained from 191 different endobronchial lesions (63 malignant and 128 nonmalignant) in 107 patients. AFS, DRS, and DPS sensitivity/specificity for the distinction between malignant and nonmalignant bronchial lesions were 73%/82%, 86%/81%, and 81%/88%, respectively. All three optical spectroscopic modalities facilitate an increase of the positive predictive value of autofluorescence bronchoscopy for the detection of endobronchial tumors. Even better results were obtained when the three spectroscopic techniques were combined.
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Affiliation(s)
- Martin P L Bard
- Department of Respiratory Diseases, Sint Franciscus Hospital, Kleiweg 500, 3045 PM, Rotterdam, The Netherlands
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